{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Author\n",
    "\n",
    "Matteo Niccoli, MyCarta\n",
    "\n",
    "https://mycarta.wordpress.com\n",
    "\n",
    "matteo@mycarta.ca"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Objective"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A short `segyio` tutorial answering the question: \"how do I import post-stack data from SEGY file into a `NumPy` array, do something with it, and write back the output to a SEGY file?\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The plan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- use [`segy-io`](https://github.com/equinor/segyio) to import two seismic volumes in SEGY file format from the [F3 dataset, offshore Netherlands](https://terranubis.com/datainfo/Netherlands-Offshore-F3-Block-Complete), licensed CC-BY-SA: a similarity volume, and an amplitude volume (with dip steered median filter smoothing applied)\n",
    "- manipulate the similarity to create a discontinuity/fault volume\n",
    "- create a fault mask and display a couple of amplitude time slices with superimposed faults\n",
    "- write the fault volume to SEGY file using `segy-io`, re-using the headers from the input file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__DISCLAIMER: The steps outlined above are not intended as a production-quality fault segmentation workflow. They work reasonally well on the small, clean similarity volume, artfully selected for the occasion, but it is just a simple example.__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import required libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import segyio\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import ndimage as ndi\n",
    "from shutil import copyfile\n",
    "from skimage import exposure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import F3 amplitude and similarity sub-volumes, check type, plot a time slice from each"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These were exported _ad hoc_ from OpendTect specifically to test `segyio` functionality. \n",
    "\n",
    "Since I know the data is post-stack and exported with sensible SEGY options, I read the data in using the `cube` option."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = '../../data/basic/F3_Similarity_FEF_subvolume_IL230-430_XL475-675_T1600-1800.sgy'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "similarity = 1-segyio.tools.cube(filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename1 = '../../data/basic/F3_Dip_steered_median_subvolume_IL230-430_XL475-675_T1600-1800.sgy'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "seismic = segyio.tools.cube(filename1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's make sure we do indedeed have ndarrays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "similarity type is: ndarray\n"
     ]
    }
   ],
   "source": [
    "print ('similarity type is: ' + str(similarity.__class__.__name__))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seismic type is: ndarray\n"
     ]
    }
   ],
   "source": [
    "print ('seismic type is: ' + str(similarity.__class__.__name__))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Good. Now plotting slice 15 for both."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14,6))\n",
    "\n",
    "ax = fig.add_subplot(121)\n",
    "sim = ax.imshow(similarity[:,:,15], cmap='gray_r');\n",
    "fig.colorbar(sim, ax=ax)\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "ax.invert_xaxis()\n",
    "\n",
    "ax1 = fig.add_subplot(122)\n",
    "amp = ax1.imshow(seismic[:,:,15], cmap='gray_r');\n",
    "fig.colorbar(amp, ax=ax1)\n",
    "ax1.set_xticks([])\n",
    "ax1.set_yticks([])\n",
    "ax1.invert_xaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__NB. That does not look right: the amplitude slice is wider than the similarity slice. Based on the filenames, they are supposed to have identical shape! What is going on?__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(seismic) == np.shape(similarity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Amplitude IL/XL shape: 201 / 201\n"
     ]
    }
   ],
   "source": [
    "print('Amplitude IL/XL shape: ' + str(np.shape(seismic)[0]) + ' / ' +str(np.shape(seismic)[1])) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity IL/XL shape: 191 / 146\n"
     ]
    }
   ],
   "source": [
    "print('Similarity IL/XL shape: ' + str(np.shape(similarity)[0]) + ' / ' +str(np.shape(similarity)[1])) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It looks like in spite of filenames, the amplitude volume has first two dimensions IL/XL=201/201; conversely the similarity, has first two dimensions 191/146!\n",
    "\n",
    "Let's use `segyio` to dig a bit deeper."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "####  Get inline and crossline statistics for the two volumes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Amplitude Inline range: 230 - 420\n",
      "Amplitude Crossline range: 475 - 620\n"
     ]
    }
   ],
   "source": [
    "with segyio.open(filename, \"r\") as segyfile:\n",
    "    # Print inline and crossline ranges\n",
    "    print('Amplitude Inline range: ' + str(np.amin(segyfile.ilines)) + ' - ' +str(np.amax(segyfile.ilines))) \n",
    "    print('Amplitude Crossline range: ' + str(np.amin(segyfile.xlines)) + ' - ' +str(np.amax(segyfile.xlines)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Similarity Inline range: 230 - 430\n",
      "Similarity Crossline range: 475 - 675\n"
     ]
    }
   ],
   "source": [
    "with segyio.open(filename1, \"r\") as segyfile:\n",
    "    # Print inline and crossline ranges\n",
    "    print('Similarity Inline range: ' + str(np.amin(segyfile.ilines)) + ' - ' +str(np.amax(segyfile.ilines))) \n",
    "    print('Similarity Crossline range: ' + str(np.amin(segyfile.xlines)) + ' - ' +str(np.amax(segyfile.xlines)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__NB. That confirmed it: the amplitude volume has 10 extra inlines and 55 extra crosslines__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Trim seismic for display purposes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "seismic = seismic[0:-10:1, 0:-55:1,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert (np.shape(seismic) == np.shape(similarity))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14,6))\n",
    "\n",
    "ax = fig.add_subplot(121)\n",
    "sim = ax.imshow(similarity[:,:,15], cmap='gray_r');\n",
    "fig.colorbar(sim, ax=ax)\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "ax.invert_xaxis()\n",
    "\n",
    "ax1 = fig.add_subplot(122)\n",
    "amp = ax1.imshow(seismic[:,:,15], cmap='gray_r');\n",
    "fig.colorbar(amp, ax=ax1)\n",
    "ax1.set_xticks([])\n",
    "ax1.set_yticks([])\n",
    "ax1.invert_xaxis()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Perfect!!!__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Histogram analysis, threshold definition, threshold to make binary fault image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First I calculate the square of the similtarity to stretch its range. This will help with the following hystogram-based thresholding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "similarity = np.power(similarity,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(6, 6))\n",
    "\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "plt.imshow(similarity[:,:,15], cmap='gray_r',  vmin =0, vmax=0.4);\n",
    "plt.gca().invert_xaxis()\n",
    "plt.colorbar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next bit is adapted from this excellent blog post: [Segmentation of 3-D tomography images with Python and scikit-image](http://emmanuelle.github.io/segmentation-of-3-d-tomography-images-with-python-and-scikit-image.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "hi_sim = exposure.histogram(similarity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0RzApv3nv5qxDSNXmuJsnEr3oeij9hg7l4oULqRkw4HBZ3ZAhtDY16fErIiIpii6hWE0NI884g6rq6sNltYMGAXHcLS8iUq6iSyjFtD9+RRPzIiLp6TahmNl8M3vdzNYWlH3ZzF4xszVhuaRg2+fNrMHM1pvZxQXlM0JZg5l9rqB8vJk9bmYbzGyRmdWF8n7hfUPYfnJvG1k7ZAiQ/x7KOWPP4Zyx52QdRmrOOSdZRCSfejIpvwD4N+DeDuXfcvdvFBaY2STgSuA04ERguZm1/2zSncAHgM3Ak2a2xN2fBb4WjrXQzL4LXAPMDa+73P2dZnZlqPeRXrQxmh7KrRfemnUIqbo17uaJRK/bHoq7/xrY2cPjzQIWunuTu78INABnhqXB3Te6+yFgITDLzAw4H7gv7H8PcFnBse4J6/cBF4T6R602oicOi4iUq77MoXzGzJ4OQ2LDQ9lJwKaCOptDWWflI4Hd7t7SofyIY4Xte0L9tzCzOWa22sxWb9u27S3bD/dQcn4vyocWf4gPLf5Q1mGk5kMfShYRyafeJpS5wDuAycBW4PZQXqwH4b0o7+pYby10n+fuU9x9yujRo9+yPZbfRNnRuIMdjTuyDiM1O3Yki4jkU68Siru/5u6t7t4GfJ9kSAuSHsa4gqpjgS1dlG8HhplZTYfyI44Vtg+l50NvR6ju3x+rqYni5kYRkXLVq4RiZmMK3v410H4F2BLgynCF1nhgAvAE8CQwIVzRVUcycb/Ek9vafwlcHvafDdxfcKzZYf1y4Bfefhv80cdL3aBBUTx+RUSkXHV7lZeZ/QiYDowys83Al4DpZjaZZAjqJeDTAO6+zswWA88CLcD17t4ajvMZYBlQDcx393XhFP8ILDSzW4DfA3eH8ruBH5hZA0nP5Mq+NLR28ODcD3mJiJSzbhOKu3+0SPHdRcra638F+EqR8geBB4uUb+TNIbPC8oPAh7uLr6dieOLwBeMvyDqEVF0Qd/NEohfdwyE7UxvBE4f/6f3/lHUIqfqnuJsnEr2KePQKhN+V16S8iEhqKiahxDCHMvOHM5n5w5lZh5GamTOTRUTyqWKGvOoi+F35A80Hsg4hVQfibp5I9Cqqh9Jy4ABtzc1ZhyIiEqWKSSh17U8c1jyKiEgqKiahtP/IVt4vHRYRKVcVNYcC+U4ol77r0qxDSNWlcTdPJHqVk1Ai+JGtv5/691mHkKq/j7t5ItGrnCGv9icO5/xKLxGRclUxCeXwkFeOJ+WnL5jO9AXTsw4jNdOnJ4uI5FPFJBT1UERE0lU5CWXgQDBTQhERSUnFJBSrqqLf8OE07dqVdSgiIlGqmIQC0H/UKA68/nrWYYiIRKliLhsG6H/ccRzYti3rMHrtitOuyDqEVF0Rd/NEoldxCWX3889nHUavXfe+67IOIVXXxd08kehV3JDXwe3baWttzTqUXmlsbqSxuTHrMFLT2JgsIpJPlZVQjjsOb2ujaefOrEPplUt+eAmX/PCSrMNIzSWXJIuI5FNlJZTRowFyPY8iIlKuKiuhHHccoIQiIpKGykoo7T0UXTosIlJyFZVQ6keOBNRDERFJQ0VdNlxdV0e/ESNym1Cunnx11iGk6uqrs45ARPqiohIKJMNeeR3yUkIRkXJWUUNeEBJKTnso2xu3s71xe9ZhpGb79mQRkXyqvB5Kju+Wv3zx5QCsvHpltoGk5PKkeaxcmWkYItJL3fZQzGy+mb1uZmsLykaY2SNmtiG8Dg/lZmbfNrMGM3vazN5TsM/sUH+Dmc0uKH+vmT0T9vm2mVlX5+irvN8tLyJSrnoy5LUAmNGh7HPACnefAKwI7wFmAhPCMgeYC0lyAL4EnAWcCXypIEHMDXXb95vRzTn6JO93y4uIlKtuE4q7/xro+O07C7gnrN8DXFZQfq8nfgsMM7MxwMXAI+6+0913AY8AM8K2Ie7+mLs7cG+HYxU7R5/o5kYRkXT0dlL+eHffChBejwvlJwGbCuptDmVdlW8uUt7VOd7CzOaY2WozW72tm0Shx6+IiKSj1JPyVqTMe1F+VNx9HjAPYMqUKV3un+e75a+dcm3WIaTq2ribJxK93iaU18xsjLtvDcNW7d/Om4FxBfXGAltC+fQO5StD+dgi9bs6R5/k+W75j5z+kaxDSNVH4m6eSPR6O+S1BGi/Ums2cH9B+SfD1V5nA3vCcNUy4CIzGx4m4y8CloVt+8zs7HB11yc7HKvYOfokz3fLb9qziU17NnVfMac2bUoWEcmnbnsoZvYjkt7FKDPbTHK11m3AYjO7BngZ+HCo/iBwCdAANAKfAnD3nWZ2M/BkqHeTu7dP9F9LciVZf+ChsNDFOfpswHHH0fjaa6U63DHziZ9+Aoj3PpRPJM3TfSgiOdVtQnH3j3ay6YIidR24vpPjzAfmFylfDZxepHxHsXOUwsCxY9m7cWMahxYRqVgV9+gVgEFjx/LGK6/gbW1ZhyIiEo2KTCiDx42jtakpl/MoIiLlqiITyqBxyYVo+zUDLCJSMhX3cEh4M6Hs27SJ46ZMyTianvvsOZ/NOoRUfTbu5olEryITysAxY7Dq6tz1UD448YNZh5CqD8bdPJHoVeSQV1VtLQPGjMldQlm/fT3rt6/POozUrF+fLCKSTxXZQ4FkYj5vCeXTD3waiPc+lE8nzdN9KCI5VZE9FEguHc5bQhERKWeVm1DGjaNp924O7duXdSgiIlGo6IQCsH/z5m5qiohITyihvPxyxpGIiMShoiflIV83N37x3C9mHUKqvhh380SiV7EJpXbQIPoNH56rIa8LT7kw6xBSdWHczROJXsUOeUEy7LUvRz2UNa+uYc2ra7IOIzVr1iSLiORTxfZQAAa//e289vjjWYfRYzc8fAMQ730oNyTN030oIjlV0T2UEZMmceD112nM4e/Li4iUm4pOKCPPOAOAnWvXZhyJiEj+VXRCGX7qqVh1NTueeSbrUEREcq+iE0pNfT3DJkxgh3ooIiJ9VtGT8pAMe/1p2TLcHTPLOpwuffWCr2YdQqq+GnfzRKKnhHLGGTT853+y7+WXGfL2t2cdTpemjpuadQipmhp380SiV9FDXvDmxHwe5lFWbVrFqk2rsg4jNatWJYuI5FPF91CGnHIK1f37s+OZZxh/6aVZh9OlG1fcCMR7H8qNSfN0H4pITlV8D6WqpoYRkybp0mERkT6q+IQCybDXzmefpbWpKetQRERySwkFOP7MM2k7dIhtv/td1qGIiOSWEgpw/PveR1VNDVsffTTrUEREcqtPCcXMXjKzZ8xsjZmtDmUjzOwRM9sQXoeHcjOzb5tZg5k9bWbvKTjO7FB/g5nNLih/bzh+Q9g3lRtFagYMYPR73lP2CeWOGXdwx4w7sg4jNXfckSwikk+l6KGc5+6T3X1KeP85YIW7TwBWhPcAM4EJYZkDzIUkAQFfAs4CzgS+1J6EQp05BfvNKEG8RY2ZNo3dzz/PgW3b0jpFn00+YTKTT5icdRipmTw5WUQkn9IY8poF3BPW7wEuKyi/1xO/BYaZ2RjgYuARd9/p7ruAR4AZYdsQd3/M3R24t+BYJTdm2jSAsu6lLN+4nOUbl2cdRmqWL08WEcmnvt6H4sDPzcyB77n7POB4d98K4O5bzey4UPckoPDXrDaHsq7KNxcpT8WwiROpHzmSrY8+yimXpZa3+uSWX98CxPvLjbckzdMvN4rkVF8TyjR33xKSxiNm9scu6hab//BelL/1wGZzSIbGeNvb3tZ1xJ0FV1XFCdOmsfW//xtva8OqdL2CiMjR6NO3prtvCa+vAz8lmQN5LQxXEV7bf71qMzCuYPexwJZuyscWKS8Wxzx3n+LuU0aPHt3r9oyZNo2mXbvY/vTTvT6GiEil6nVCMbOBZja4fR24CFgLLAHar9SaDdwf1pcAnwxXe50N7AlDY8uAi8xseJiMvwhYFrbtM7Ozw9Vdnyw4VipOev/7qaqr4+WHHkrzNCIiUepLD+V44Ddm9gfgCeBn7v4wcBvwATPbAHwgvAd4ENgINADfB64DcPedwM3Ak2G5KZQBXAv8e9jnBSDVb/q6wYM58dxzeXnZMtpaW9M8lYhIdCy5gCoeU6ZM8dWrV/d6/z89/DCPfvazXDB/PsefdVYJI+u79dvXAzBx1MSMI0nH+qR5TIyzeSJlzcyeKrj9o1cq/mnDHZ107rnU9O/Pnx56qOwSSqyJpJ0SiUi+6VKmDmoGDOCk887j5Z//nLbm5qzDOcLS9UtZun5p1mGkZunSZBGRfFJCKeLtM2dyaM8eXvnVr7IO5Qi3P3Y7tz92e9ZhpOb225NFRPJJCaWIE//iLxg0bhxr584ltjkmEZG0KKEUUVVby+nXXsuuP/6RzXoWiIhIjyihdOLkSy9lyPjxPH3nnXhbW9bhiIiUPSWUTlRVV3P6ddexZ8MGXnrwwazDEREpe7oPpQve1sayK6+k8dVXuXTpUuqGDi3JcXtr057kGZrjho7rpmY+bQqPCB0XZ/NEylop7kNRD6ULVlXFWf/8zzTt3s3vy+Dyo3FDx0WbTCBJJEomIvmlhNKN4aeeyqlXX80LP/4xrz3+eKaxLFq7iEVrF2UaQ5oWLUoWEcknJZQeOP266xj0trfx2I030rR7d2ZxzF09l7mr52Z2/rTNnZssIpJPSig9UFNfz7Svf52D27fz2y98QfemiIgUoYTSQyNPP513/8M/8MrKlTw3f37W4YiIlB09HPIovOvjH2fb737Hmm9+k+p+/Zh41VVZhyQiUjaUUI6CmXHObbfhra08deuttBw4wKS/+RuS3/8SEalsug+lF9paWnjsxhv5089+xtv/8i8568tfpmbAgFTPCbC9cTsAowaMSv1cWdieNI9RcTZPpKzp91AyUlVTw9TbbmPYO9/JH779bXY//zxTv/Y1hqf8gx6xJpJ2SiQi+aZJ+V6yqipOmzOH8773PZp27mTZFVewbt48WpuaUjvngjULWLBmQWrHz9qCBckiIvmkIa8SOLhrF0/edBObfv5z6keOZMKVV/Kuj32MfsOGlfQ80xdMB2Dl1StLetxyMX168rpyZZZRiFQmPXqlTNQPH87//OY3Of/uuxlx2mk8c+edLJkxg7Xf/S7Nb7yRdXgiIseEEkqJmBknnH020+fOZeZPfsLx73sfT3/nOyy5+GKeW7CAloMHsw5RRCRVSigpGD5xIud+5ztc9KMfMfzUU/n917/Of513Hk/cdBOvP/UUbS0tWYcoIlJyusorRaP+/M85//vf5/WnnqJh8WJevP9+GhYtonbQII4/+2zGTJ3KmKlTGaRH7IpIBDQpfww179/P1kcfZeuqVWx99FEat24FYNC4cZwwdSojJk1i6DvewdBTTin62yuNzY0ADKhN/56XLDQmzeMY3NIjIh2UYlJeCSUj7s6+P/2JrY8+yqurVvHaE0/Q0v6NCvQfPZqRZ5zBmGnTGPXudzPwxBOpGzw4w4hFJGZKKEXkJaF05G1tvLFlC3teeCFZNmzg9dWreWPLlsN1fnFaI3VDhnBF3TQGnngiA8eMYeCJJzIgvPYfNQqryu+02F13Ja/XXZdtHCKVSAmliLwmlGLcnX0vvcSuP/6RN7Zu5RObbqb10CG++uyZvPHqqzTv3XtE/aqaGqrDeFHtgAEMOOEEBo4ZkyScMWMYcMIJDDjhBPoNG0bt4MHUDhxYVglI96GIZEePXomcmTFk/HiGjB8PwOAF9wJwyVd+CiRzMm9s3cobW7bQGF5bmprAneZ9+2h89VV2rF3LpuXLaWtuLnYCagcPpm7QIGoHD6Z+xAjqR4+mbsgQzIyqmhpqw7baQYOoHTTocN3agQOpGTiQ2oEDqa6v1wMyRaT8E4qZzQD+FagG/t3db8s4pLJRO2gQwyZMYNiECV3W87Y2Du7cSePWrTS+/jqH9u6lee9eDu3bx6F9+5L1vXs5uGsXe598kub9+8Gd1kOHaDt0qNs4rLqa2oEDqR0yhOq6Otqam/G2NvoNH079iBFU19dTXVdHdb9+VIXX6rq6N9f79aO6tpaD28+Hqio2rfg93tKCt7UdrlNTX58cp74+WW8/Rngtp56WSKUq64RiZtXAncAHgM3Ak2a2xN2fzTayfLGqKvqPGkX/UaMYeZTQh2+LAAAF1UlEQVT7th46RPMbb9C8bx/N+/cfubzxBs3799PS2Jgkpv37aT14kOp+/QBo2r2bgzt20HrwIK2HDiUJqqmJ1qYmWg8dwltbjzjX3pdOBuC///Zvj7qNVbW1b0lW3tqa9MxCb+vwUluLFaxX1dYe3mYFr2aGVVUdXihYNzOoqqKquhqK1TPDqqsP17Ui9d5SNxyzfb2rYxY9VsdzhjJC7/FwH7KwrGAds6OvU2x7YW/1aOsUO/fhap0co2Odzo7RWb3OYuhwfuleWScU4Eygwd03ApjZQmAWoIRyjFTX1VFdV0f98OElP3ZbSwttIdG0NjUx97KheJszY8F9VIUvxrbmZloOHqS1qYmWAweSZNT+GvZra25O3oeytlBuNTVU19YC0NrcjDc3J+dsaaEtrHtLCy2Njcn79u3Nzbh7kvDc8ba2wwsF697W9ma99vW2NohsXlIKdJJgukw8nW3rQbLqUTrrSdI7Romx3BPKScCmgvebgbM6VjKzOcCc8LbJzNYeg9iyMso+ZduzDiJFo0ZOItb2jYJo2wZqX971+fc3yj2hFEurb/nzz93nAfMAzGx1X69UKGdqX37F3DZQ+/LOzPp8eWy5z2RuBgqfSzIW2NJJXRERyVC5J5QngQlmNt7M6oArgSUZxyQiIkWU9ZCXu7eY2WeAZSSXDc9393Xd7DYv/cgypfblV8xtA7Uv7/rcvujulBcRkWyU+5CXiIjkhBKKiIiURK4SipnNMLP1ZtZgZp8rsr2fmS0K2x83s5MLtn0+lK83s4uPZdw90du2mdnJZnbAzNaE5bvHOvae6EH7zjWz35lZi5ld3mHbbDPbEJbZxy7qnutj+1oLPr+yvOikB+37v2b2rJk9bWYrzOztBdvK+vPrY9ti+Oz+j5k9E9rwGzObVLDt6L433T0XC8mk/AvAKUAd8AdgUoc61wHfDetXAovC+qRQvx8wPhynOus2lahtJwNrs25DCdp3MvDnwL3A5QXlI4CN4XV4WB+edZtK1b6wbX/WbShB+84DBoT1awv+f5b159eXtkX02Q0pWP8r4OGwftTfm3nqoRx+DIu7HwLaH8NSaBZwT1i/D7jAkmcizAIWunuTu78INITjlYu+tC0Pum2fu7/k7k8DbR32vRh4xN13uvsu4BFgxrEI+ij0pX150JP2/dLd238h7rck94xB+X9+fWlbHvSkfYW/gzGQN28eP+rvzTwllGKPYTmpszru3gLsAUb2cN8s9aVtAOPN7Pdm9isz+4u0g+2Fvvz7l/tnB32Psd7MVpvZb83sstKGVhJH275rgId6ue+x1pe2QSSfnZldb2YvAP8C/O3R7FuorO9D6aAnj2HprE6PHuGSob60bSvwNnffYWbvBf7LzE7r8FdH1vry71/unx30Pca3ufsWMzsF+IWZPePuL5QotlLocfvM7CpgCvD+o903I31pG0Ty2bn7ncCdZvYx4IvA7J7uWyhPPZSePIblcB0zqwGGAjt7uG+Wet220B3dAeDuT5GMc74r9YiPTl/+/cv9s4M+xujuW8LrRmAl8O5SBlcCPWqfmV0IfAH4K3dvOpp9M9SXtkXz2RVYCLT3tI7+s8t60ugoJpdqSCb0xvPm5NJpHepcz5ET14vD+mkcObm0kfKalO9L20a3t4Vk4u0VYETWbTra9hXUXcBbJ+VfJJnQHR7WY2rfcKBfWB8FbKDDpGnWSw//f76b5I+ZCR3Ky/rz62PbYvnsJhSsfxBYHdaP+nsz8wYf5T/OJcDz4cP9Qii7ieSvBoB64D9JJo+eAE4p2PcLYb/1wMys21KqtgEfAtaFD/53wAezbksv2/c+kr+I3gB2AOsK9v3fod0NwKeybksp2wdMBZ4Jn98zwDVZt6WX7VsOvAasCcuSvHx+vW1bRJ/dv4bvkDXALylIOEf7valHr4iISEnkaQ5FRETKmBKKiIiUhBKKiIiUhBKKiIiUhBKKiIiUhBKKiIiUhBKKiIiUxP8HXXTPE7JxXdUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(hi_sim[1], hi_sim[0], 'brown')\n",
    "plt.ylim(0, 300000)\n",
    "plt.axvline(0.1, color='b', ls='--')\n",
    "plt.axvline(0.05, color='g', ls='--')\n",
    "plt.xlim(0,0.3);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That shows a value of (squared) similarity of 0.05 is a good threshold to make the binary fault volume."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "binary = np.zeros(similarity.shape, dtype=np.uint8)\n",
    "binary[similarity > 0.05] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(6, 6))\n",
    "\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "plt.imshow(binary[:,:,15], cmap='gray_r');\n",
    "plt.gca().invert_xaxis()\n",
    "plt.colorbar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That looks good. The next bit is to clean-up small minutia in the binary fault image. It's taken from my 2D tutorial [Fun with faults](https://github.com/mycarta/faults/blob/master/fun_with_faults.ipynb). In this case I use 10 pixels after a bit of trial and error.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "label_objects, nb_labels = ndi.label(binary)\n",
    "sizes = np.bincount(label_objects.ravel())\n",
    "mask_sizes = sizes > 10\n",
    "mask_sizes[0] = 0\n",
    "cleaned = mask_sizes[label_objects]*1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(6, 6))\n",
    "\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "plt.imshow(cleaned[:,:,15], cmap='gray_r');\n",
    "plt.gca().invert_xaxis()\n",
    "plt.colorbar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### For display purposes, make fault mask to display superimposed on amplitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "masked = np.zeros((np.shape(cleaned)))\n",
    "masked[cleaned == 0] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Display seismic with superimposed fault mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "\n",
    "plt.imshow(seismic[:,:,15], cmap='gray_r')\n",
    "plt.colorbar()\n",
    "\n",
    "plt.imshow(masked[:,:,15], cmap='Reds')\n",
    "plt.gca().invert_xaxis()\n",
    "cb = plt.colorbar()\n",
    "cb.set_ticks([])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Export fault volume"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To export re-using the input header, I make a copy of the input similarity SEGY file, then write to it the `cleaned` fault array. But first, let's test to ensure inlies are the fast mode. This is important to work with, especially with larger volumes. \n",
    "\n",
    "This currently works, but it is unsupported functionality (the developers promise that a [better solution is coming](https://github.com/equinor/segyio/issues/361))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Is inline the fast mode? True\n"
     ]
    }
   ],
   "source": [
    "print('Is inline the fast mode? ' + str(segyfile.fast is segyfile.iline))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Export also requires a double index:\n",
    "- one zero-based to iterate through the corresponding vertical slices in the `cleaned` fault array\n",
    "- one based on inline range to iterate through inlines (the fast mode) in the output file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 190\n",
      "230 430\n"
     ]
    }
   ],
   "source": [
    "dim = np.shape(similarity)\n",
    "idx = np.arange(0, dim[0])\n",
    "print(np.amin(idx), np.amax(idx))\n",
    "\n",
    "lns = np.arange(np.amin(segyfile.ilines), np.amax(segyfile.ilines)+1)\n",
    "print(np.amin(lns), np.amax(lns))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, ready to export."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "cleaned = cleaned.astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_file = '../../data/basic/F3_Similarity_FEF_subvolume_IL230-430_XL475-675_T1600-1800.sgy'\n",
    "output_file = '../../data/basic/F3_Faults_subvolume_IL230-430_XL475-675_T1600-1800.sgy'\n",
    "\n",
    "copyfile(input_file, output_file)\n",
    "\n",
    "with segyio.open(output_file, \"r+\") as dst:\n",
    "    for i,j in zip(lns,idx):\n",
    "        dst.iline[i] = cleaned[j,:,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "!rm ../../data/basic/F3_Faults_subvolume_IL230-430_XL475-675_T1600-1800.sgy"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
